Machine Learning

Deciphering the Diversity of Mental Models in Neurodevelopmental Disorders: Knowledge Graph Representation of Public Data Using Natural Language Processing

Manpreet Kaur, Jeremy Costello, Elyse Willis, Karen Kelm, Marek Z Reformat, Francois V Bolduc

J Med Internet Res 2022 (Aug 05); 24(8):e39888

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Exploring the Applicability of Using Natural Language Processing to Support Nationwide Venous Thromboembolism Surveillance: Model Evaluation Study

Aaron Wendelboe, Ibrahim Saber, Justin Dvorak, Alys Adamski, Natalie Feland, Nimia Reyes, Karon Abe, Thomas Ortel, Gary Raskob

JMIR Bioinform Biotech 2022 (Aug 05); 3(1):e36877

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Social Media Users’ Perceptions of a Wearable Mixed Reality Headset During the COVID-19 Pandemic: Aspect-Based Sentiment Analysis

Heejin Jeong, Allison Bayro, Sai Patipati Umesh, Kaushal Mamgain, Moontae Lee

JMIR Serious Games 2022 (Aug 04); 10(3):e36850

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Improving the Performance of Outcome Prediction for Inpatients With Acute Myocardial Infarction Based on Embedding Representation Learned From Electronic Medical Records: Development and Validation Study

Yanqun Huang, Zhimin Zheng, Moxuan Ma, Xin Xin, Honglei Liu, Xiaolu Fei, Lan Wei, Hui Chen

J Med Internet Res 2022 (Aug 03); 24(8):e37486

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A Questionnaire-Based Ensemble Learning Model to Predict the Diagnosis of Vertigo: Model Development and Validation Study

Fangzhou Yu, Peixia Wu, Haowen Deng, Jingfang Wu, Shan Sun, Huiqian Yu, Jianming Yang, Xianyang Luo, Jing He, Xiulan Ma, Junxiong Wen, Danhong Qiu, Guohui Nie, Rizhao Liu, Guohua Hu, Tao Chen, Cheng Zhang, Huawei Li

J Med Internet Res 2022 (Aug 03); 24(8):e34126

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Predicting the Next-Day Perceived and Physiological Stress of Pregnant Women by Using Machine Learning and Explainability: Algorithm Development and Validation

Ada Ng, Boyang Wei, Jayalakshmi Jain, Erin A Ward, S Darius Tandon, Judith T Moskowitz, Sheila Krogh-Jespersen, Lauren S Wakschlag, Nabil Alshurafa

JMIR Mhealth Uhealth 2022 (Aug 02); 10(8):e33850

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A Syntactic Information–Based Classification Model for Medical Literature: Algorithm Development and Validation Study

Wentai Tang, Jian Wang, Hongfei Lin, Di Zhao, Bo Xu, Yijia Zhang, Zhihao Yang

JMIR Med Inform 2022 (Aug 02); 10(8):e37817

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Uncertainty Estimation in Medical Image Classification: Systematic Review

Alexander Kurz, Katja Hauser, Hendrik Alexander Mehrtens, Eva Krieghoff-Henning, Achim Hekler, Jakob Nikolas Kather, Stefan Fröhling, Christof von Kalle, Titus Josef Brinker

JMIR Med Inform 2022 (Aug 02); 10(8):e36427

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Diagnosis of Atrial Fibrillation Using Machine Learning With Wearable Devices After Cardiac Surgery: Algorithm Development Study

Daisuke Hiraoka, Tomohiko Inui, Eiryo Kawakami, Megumi Oya, Ayumu Tsuji, Koya Honma, Yohei Kawasaki, Yoshihito Ozawa, Yuki Shiko, Hideki Ueda, Hiroki Kohno, Kaoru Matsuura, Michiko Watanabe, Yasunori Yakita, Goro Matsumiya

JMIR Form Res 2022 (Aug 01); 6(8):e35396

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Age- and Sex-Specific Association Between Vegetation Cover and Mental Health Disorders: Bayesian Spatial Study

Abu Yousuf Md Abdullah, Jane Law, Christopher M Perlman, Zahid A Butt

JMIR Public Health Surveill 2022 (Jul 28); 8(7):e34782

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Monitoring Physical Behavior in Rehabilitation Using a Machine Learning–Based Algorithm for Thigh-Mounted Accelerometers: Development and Validation Study

Frederik Skovbjerg, Helene Honoré, Inger Mechlenburg, Matthijs Lipperts, Rikke Gade, Erhard Trillingsgaard Næss-Schmidt

JMIR Bioinform Biotech 2022 (Jul 26); 3(1):e38512

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Artificial Intelligence–Assisted Diagnosis of Anterior Cruciate Ligament Tears From Magnetic Resonance Images: Algorithm Development and Validation Study

Kun-Hui Chen, Chih-Yu Yang, Hsin-Yi Wang, Hsiao-Li Ma, Oscar Kuang-Sheng Lee

JMIR AI 2022 (Jul 26); 1(1):e37508

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Classification of Twitter Vaping Discourse Using BERTweet: Comparative Deep Learning Study

William Baker, Jason B Colditz, Page D Dobbs, Huy Mai, Shyam Visweswaran, Justin Zhan, Brian A Primack

JMIR Med Inform 2022 (Jul 21); 10(7):e33678

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Accurate Forecasting of Emergency Department Arrivals With Internet Search Index and Machine Learning Models: Model Development and Performance Evaluation

Bi Fan, Jiaxuan Peng, Hainan Guo, Haobin Gu, Kangkang Xu, Tingting Wu

JMIR Med Inform 2022 (Jul 20); 10(7):e34504

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Extraction of Explicit and Implicit Cause-Effect Relationships in Patient-Reported Diabetes-Related Tweets From 2017 to 2021: Deep Learning Approach

Adrian Ahne, Vivek Khetan, Xavier Tannier, Md Imbesat Hassan Rizvi, Thomas Czernichow, Francisco Orchard, Charline Bour, Andrew Fano, Guy Fagherazzi

JMIR Med Inform 2022 (Jul 19); 10(7):e37201

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Feasibility and Impact of Integrating an Artificial Intelligence–Based Diagnosis Aid for Autism Into the Extension for Community Health Outcomes Autism Primary Care Model: Protocol for a Prospective Observational Study

Kristin Sohl, Rachel Kilian, Alicia Brewer Curran, Melissa Mahurin, Valeria Nanclares-Nogués, Stuart Liu-Mayo, Carmela Salomon, Jennifer Shannon, Sharief Taraman

JMIR Res Protoc 2022 (Jul 19); 11(7):e37576

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Prediction of Maternal Hemorrhage Using Machine Learning: Retrospective Cohort Study

Jill M Westcott, Francine Hughes, Wenke Liu, Mark Grivainis, Iffath Hoskins, David Fenyo

J Med Internet Res 2022 (Jul 18); 24(7):e34108

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Digital Phenotyping in Health Using Machine Learning Approaches: Scoping Review

Schenelle Dayna Dlima, Santosh Shevade, Sonia Rebecca Menezes, Aakash Ganju

JMIR Bioinform Biotech 2022 (Jul 18); 3(1):e39618

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Machine Learning Prediction of Hypoglycemia and Hyperglycemia From Electronic Health Records: Algorithm Development and Validation

Harald Witte, Christos Nakas, Lia Bally, Alexander Benedikt Leichtle

JMIR Form Res 2022 (Jul 18); 6(7):e36176

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Combining Machine Learning, Patient-Reported Outcomes, and Value-Based Health Care: Protocol for Scoping Reviews

Tyler Raclin, Amy Price, Christopher Stave, Eugenia Lee, Biren Reddy, Junsung Kim, Larry Chu

JMIR Res Protoc 2022 (Jul 18); 11(7):e36395

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